






import argparse
import glob
import importlib.util
import os
import re

import black
from doc_builder.style_doc import style_docstrings_in_code


# All paths are set with the intent you should run this script from the root of the repo with the command
# python utils/check_copies.py
UpperCAmelCase__      			=						'src/diffusers'
UpperCAmelCase__      			=						'.'


# This is to make sure the diffusers module imported is the one in the repo.
UpperCAmelCase__      			=						importlib.util.spec_from_file_location(
    '''diffusers''',
    os.path.join(DIFFUSERS_PATH, '''__init__.py'''),
    submodule_search_locations=[DIFFUSERS_PATH],
)
UpperCAmelCase__      			=						spec.loader.load_module()







def     a_   (__A				,       __A      )				->						Tuple:



					"""simple docstring"""
					return line.startswith(_A      ) or len(_A      ) <= 1 or re.search(r"^\s*\)(\s*->.*:|:)\s*$"				,       _A      ) is not None







def     a_   (__A      )				->						str:



					"""simple docstring"""
					__a					:						int      =					object_name.split("."      )
					__a					:						Union[str, Any]      =					0

					# First let's find the module where our object lives.
					__a					:						Optional[int]      =					parts[i]
					while i < len(_A      ) and not os.path.isfile(os.path.join(_A				,       f'{module}.py'      )      ):
										i += 1
										if i < len(_A      ):
															__a					:						int      =					os.path.join(_A				,       parts[i]      )
					if i >= len(_A      ):
										raise ValueError(f'`object_name` should begin with the name of a module of diffusers but got {object_name}.'      )

					with open(os.path.join(_A				,       f'{module}.py'      )				,       "r"				,       encoding="utf-8"				,       newline="\n"      ) as f:
										__a					:						Optional[int]      =					f.readlines()

					# Now let's find the class / func in the code!
					__a					:						List[Any]      =					''
					__a					:						List[str]      =					0
					for name in parts[i + 1 :]:
										while (
										    line_index < len(_A      ) and re.search(rf'^{indent}(class|def)\s+{name}(\(|\:)'				,       lines[line_index]      ) is None
										):
															line_index += 1
										indent += "    "
										line_index += 1

					if line_index >= len(_A      ):
										raise ValueError(f' {object_name} does not match any function or class in {module}.'      )

					# We found the beginning of the class / func, now let's find the end (when the indent diminishes).
					__a					:						str      =					line_index
					while line_index < len(_A      ) and _should_continue(lines[line_index]				,       _A      ):
										line_index += 1
					# Clean up empty lines at the end (if any).
					while len(lines[line_index - 1]      ) <= 1:
										line_index -= 1

					__a					:						int      =					lines[start_index:line_index]
					return "".join(_A      )


UpperCAmelCase__      			=						re.compile(r'''^(\s*)#\s*Copied from\s+diffusers\.(\S+\.\S+)\s*($|\S.*$)''')
UpperCAmelCase__      			=						re.compile(r'''^\s*(\S+)->(\S+)(\s+.*|$)''')
UpperCAmelCase__      			=						re.compile(r'''<FILL\s+[^>]*>''')







def     a_   (__A      )				->						Tuple:



					"""simple docstring"""
					__a					:						Tuple      =					code.split("\n"      )
					__a					:						Dict      =					0
					while idx < len(_A      ) and len(lines[idx]      ) == 0:
										idx += 1
					if idx < len(_A      ):
										return re.search(r"^(\s*)\S"				,       lines[idx]      ).groups()[0]
					return ""







def     a_   (__A      )				->						Optional[Any]:



					"""simple docstring"""
					__a					:						List[str]      =					len(get_indent(_A      )      ) > 0
					if has_indent:
										__a					:						Tuple      =					f'class Bla:\n{code}'
					__a					:						Tuple      =					black.Mode(target_versions={black.TargetVersion.PYaa}				,       line_length=119				,       preview=_A      )
					__a					:						List[Any]      =					black.format_str(_A				,       mode=_A      )
					__a					:						Optional[Any]      =					style_docstrings_in_code(_A      )
					return result[len("class Bla:\n"      ) :] if has_indent else result







def     a_   (__A				,       __A=False      )				->						Tuple:



					"""simple docstring"""
					with open(_A				,       "r"				,       encoding="utf-8"				,       newline="\n"      ) as f:
										__a					:						List[Any]      =					f.readlines()
					__a					:						List[Any]      =					[]
					__a					:						int      =					0
					# Not a for loop cause `lines` is going to change (if `overwrite=True`).
					while line_index < len(_A      ):
										__a					:						List[str]      =					_re_copy_warning.search(lines[line_index]      )
										if search is None:
															line_index += 1
															continue

										# There is some copied code here, let's retrieve the original.
										__a					:						Optional[int]      =					search.groups()
										__a					:						Union[str, Any]      =					find_code_in_diffusers(_A      )
										__a					:						Any      =					get_indent(_A      )

										__a					:						Optional[Any]      =					line_index + 1 if indent == theoretical_indent else line_index + 2
										__a					:						Optional[int]      =					theoretical_indent
										__a					:						Optional[Any]      =					start_index

										# Loop to check the observed code, stop when indentation diminishes or if we see a End copy comment.
										__a					:						Optional[int]      =					True
										while line_index < len(_A      ) and should_continue:
															line_index += 1
															if line_index >= len(_A      ):
																				break
															__a					:						List[Any]      =					lines[line_index]
															__a					:						Optional[Any]      =					_should_continue(_A				,       _A      ) and re.search(f'^{indent}# End copy'				,       _A      ) is None
										# Clean up empty lines at the end (if any).
										while len(lines[line_index - 1]      ) <= 1:
															line_index -= 1

										__a					:						List[Any]      =					lines[start_index:line_index]
										__a					:						Union[str, Any]      =					''.join(_A      )

										# Remove any nested `Copied from` comments to avoid circular copies
										__a					:						Tuple      =					[line for line in theoretical_code.split("\n"      ) if _re_copy_warning.search(_A      ) is None]
										__a					:						Tuple      =					'\n'.join(_A      )

										# Before comparing, use the `replace_pattern` on the original code.
										if len(_A      ) > 0:
															__a					:						List[str]      =					replace_pattern.replace("with"				,       ""      ).split(","      )
															__a					:						int      =					[_re_replace_pattern.search(_A      ) for p in patterns]
															for pattern in patterns:
																				if pattern is None:
																									continue
																				__a					:						List[str]      =					pattern.groups()
																				__a					:						List[Any]      =					re.sub(_A				,       _A				,       _A      )
																				if option.strip() == "all-casing":
																									__a					:						Union[str, Any]      =					re.sub(obja.lower()				,       obja.lower()				,       _A      )
																									__a					:						Optional[Any]      =					re.sub(obja.upper()				,       obja.upper()				,       _A      )

																									  # Blackify after replacement. To be able to do that, we need the header (class or function definition)
																									  # from the previous line
															__a					:						List[Any]      =					blackify(lines[start_index - 1] + theoretical_code      )
															__a					:						str      =					theoretical_code[len(lines[start_index - 1]      ) :]

										# Test for a diff and act accordingly.
										if observed_code != theoretical_code:
															diffs.append([object_name, start_index]      )
															if overwrite:
																				__a					:						List[str]      =					lines[:start_index] + [theoretical_code] + lines[line_index:]
																				__a					:						List[str]      =					start_index + 1

					if overwrite and len(_A      ) > 0:
										# Warn the user a file has been modified.
										print(f'Detected changes, rewriting {filename}.'      )
										with open(_A				,       "w"				,       encoding="utf-8"				,       newline="\n"      ) as f:
															f.writelines(_A      )
					return diffs







def     a_   (__A = False      )				->						Any:



					"""simple docstring"""
					__a					:						List[Any]      =					glob.glob(os.path.join(_A				,       "**/*.py"      )				,       recursive=_A      )
					__a					:						Union[str, Any]      =					[]
					for filename in all_files:
										__a					:						Optional[int]      =					is_copy_consistent(_A				,       _A      )
										diffs += [f'- {filename}: copy does not match {d[0]} at line {d[1]}' for d in new_diffs]
					if not overwrite and len(_A      ) > 0:
										__a					:						Any      =					'\n'.join(_A      )
										raise Exception(
										    "Found the following copy inconsistencies:\n"
										    + diff
										    + "\nRun `make fix-copies` or `python utils/check_copies.py --fix_and_overwrite` to fix them."      )


if __name__ == "__main__":
			UpperCAmelCase__      			=						argparse.ArgumentParser()
			parser.add_argument('''--fix_and_overwrite''', action='''store_true''', help='''Whether to fix inconsistencies.''')
			UpperCAmelCase__      			=						parser.parse_args()

			check_copies(args.fix_and_overwrite)










'''simple docstring'''






from ...configuration_utils import PretrainedConfig
from ...utils import logging


lowerCAmelCase:   List[str]					=		logging.get_logger(__name__)

lowerCAmelCase:   Union[str, Any]					=		{
    'SCUT-DLVCLab/lilt-roberta-en-base': (
        'https://huggingface.co/SCUT-DLVCLab/lilt-roberta-en-base/resolve/main/config.json'
    ),
}

class 				a__(   lowerCamelCase__      ):
    lowercase__					=       """lilt"""







    def __init__( self					:    str		,     __snake_case					:    Dict=3_05_22		,     __snake_case					:    int=7_68		,     __snake_case					:    Union[str, Any]=12		,     __snake_case					:    Optional[Any]=12		,     __snake_case					:    Dict=30_72		,     __snake_case					:    Tuple="gelu"		,     __snake_case					:    Dict=0.1		,     __snake_case					:    List[Any]=0.1		,     __snake_case					:    List[str]=5_12		,     __snake_case					:    List[str]=2		,     __snake_case					:    str=0.02		,     __snake_case					:    Dict=1e-1_2		,     __snake_case					:    int=0		,     __snake_case					:    Any="absolute"		,     __snake_case					:    Tuple=None		,     __snake_case					:    Tuple=4		,     __snake_case					:    List[str]=10_24		,     **__snake_case					:    Union[str, Any]		,     ):
      super().__init__(pad_token_id=__snake_case		,     **__snake_case      )

      a		:   str	  =	vocab_size
      a		:   Optional[Any]	  =	hidden_size
      a		:   Union[str, Any]	  =	num_hidden_layers
      a		:   Tuple	  =	num_attention_heads
      a		:   Optional[Any]	  =	hidden_act
      a		:   Union[str, Any]	  =	intermediate_size
      a		:   Optional[Any]	  =	hidden_dropout_prob
      a		:   Tuple	  =	attention_probs_dropout_prob
      a		:   str	  =	max_position_embeddings
      a		:   Any	  =	type_vocab_size
      a		:   Union[str, Any]	  =	initializer_range
      a		:   int	  =	layer_norm_eps
      a		:   Any	  =	position_embedding_type
      a		:   Any	  =	classifier_dropout
      a		:   str	  =	channel_shrink_ratio
      a		:   Optional[Any]	  =	max_ad_position_embeddings